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20242026
most citedRevisiting Service Level Objectives and System Level Metrics in Large Language Model Serving

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cs.AR2026

Adaptive Matrix Multiplication for Dynamic Shapes on Ascend NPUs

Yuhang Zhou, Jiang Peng, Qianyu Jiang +7

Matrix Multiplication (MatMul) faces a "generalization crisis" driven by highly dynamic tensor shapes. This crisis is particularly acute on Ascend NPUs, where explicitly controlled…